Well, I sometimes actually do plan on riding on ice, but usually on my fat bike with 49NRTH Dillinger 26 x 4 studdeds.
However, I’ve been using Marathon Winter Plus 700 x 35 studded tires on a gravel bike since 2014. Before that I used the 26 x 1.75s on my old rigid mtb commuter. I’ve also used Schwalbe Marathon Plus Tour 700 x 35 and Donnelly/Clement X’Plor 700 x 40 in light snow.